To be able to work with data in a ML Project, they first need to be loaded. Data can be loaded from a CSV file, XLS file, database, data set or a temporary table. There two ways how to read data in BellaDati ML Studio - row by row or as an stream.
Reading CSV File
Function readCSVFile() is used for loading data from a CSV file. The function is defined like this:
readCSVFile(String file, String separator, String escape, int limit, Closure<Object> closure)
Parameters
Parameters file and separator are mandatory, parameters escape, limit and closure are optional.
- file - defines the name of file which should be read. This file needs to be uploaded to the project.
- separator - defines the separator between values. Can be comma, semicolon etc.
- escape - defines character which is used of escaping of text.
- limit - defines the limit of rows which will be loaded.
- closure -
Sample usage
def rows = 0 readCSVFile('file.csv', ',', '', 10) { rows++ println index println values[1] } println rows
This code will print the row index and value of second column for first 10 rows of the file to the console. After finishing the loop it will display the total number of iterations, in this case 10.
Reading XLS File
Reading From SQL Database
Function readSQL is used for loading data from an SQL database. This function uses SQL connections which were previously defined in BellaDati. See Data Sources for more information.
The function is defined like this:
readSQL(Long id, String sql, int limit, Closure<Object> closure)
Parameters
Parameters id and sql are mandatory, parameters limit and closure are optional.
- id - defines the id of the data source. It can be set by the Code builder.
- sql - defines the sql query.
- limit - defines the limit of rows which will be loaded.
- closure -
Sample usage
readSQL(1, 'select * from customers', 10) { println values[0] rows++ println columns[0] } println rows
This code will use database connection with ID 1 and it will load all columns for 10 rows from table customers.
aplikovatelné na DB, Dataset, file
readtable - načtení dočasné tabulky - plátná v rámci session
row by row
- cyklus - pro každá řádek se vykoná obsah cyklu
- v každém cyklu se nastaví řádek, hodnoty, názvy sloupů a indexy
stream
-neiteruje se
- použití např s python skripty